ethanshili/EndoDiffVQA

54 downloads in 30 days0 likesLast modified 30 Oct 2026View on Hugging Face

The dataset card's licence name or licence section contains wording that suggests non-commercial, research-only or academic-only use restrictions.

Declared licence: other, from the tagEvidence: README.md at 2e88a04
Licence name on the card: upstream-non-commercial-research, link: LICENSEEvidence: README.md at 2e88a04
Licence files: LICENSE, detected as cc-by-nc-sa-4.0Evidence: LICENSE at 2e88a04
Declared sources: None listed in the card metadata
Access gated on Hugging Face: Yes, manual approval required

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Citation text from the card

Non-commercial academic research only. Each source keeps its upstream licence:

- **cholect50_caption** — CholecT50 (CAMMA, University of Strasbourg): CC BY-NC-SA 4.0 (registration form) — per the upstream project page  ⚠️ *not verified against an upstream LICENSE file — confirm before relying on it*
- **multibypass_caption** — MultiBypass140 (CAMMA — StrasBypass70 + BernBypass70): CC BY-NC-SA 4.0 (non-commercial research, no registration)
- **chole_score** — CholeScore (OSATS STS skill annotations over cholecystectomy video): unknown — confirm with the data provider before redistributing  ⚠️ *not verified against an upstream LICENSE file — confirm before relying on it*
- **multibypass_skill** — MultiBypass140 skill annotations (GOALS): CC BY-NC-SA 4.0 (non-commercial research, no registration)

Cite the upstream datasets alongside this release:

- Nwoye et al., Rendezvous: Attention mechanisms for the recognition of surgical action triplets in endoscopic videos, Medical Image Analysis, 2022.
- Lavanchy et al., Challenges in multi-centric generalization: phase and step recognition in Roux-en-Y gastric bypass surgery, IJCARS, 2024.
- Lavanchy et al., IJCARS, 2024 (skill annotations of the same release).

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dataset_licence({ "id": "ethanshili/EndoDiffVQA" })
signal: "restrictive"
stated_licence: "other"
sources: 0